Pith Number

pith:FDC2DU4J

pith:2023:FDC2DU4JFTXNFECDOSNDHEQYBA

not attested not anchored not stored refs pending

Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning

Houqiang Li, Yanfeng Wang, Yuchen Yang, Yu Wang

arxiv:2310.04782 v1 · 2023-10-07 · cs.CL

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\usepackage{pith}
\pithnumber{FDC2DU4JFTXNFECDOSNDHEQYBA}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

UA-ChatDev: Uncertainty-Aware Multi-Agent Collaboration for Reliable Software Development

Online In-Context Distillation for Low-Resource Vision Language Models

Receipt and verification

First computed	2026-07-05T06:58:22.782028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28c5a1d3892ceed29043749a3392180835d37f39a1ecbae2c4107152a41ee3d3

Aliases

arxiv: 2310.04782 · arxiv_version: 2310.04782v1 · doi: 10.48550/arxiv.2310.04782 · pith_short_12: FDC2DU4JFTXN · pith_short_16: FDC2DU4JFTXNFECD · pith_short_8: FDC2DU4J

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/FDC2DU4JFTXNFECDOSNDHEQYBA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 28c5a1d3892ceed29043749a3392180835d37f39a1ecbae2c4107152a41ee3d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3102013b7b4d7a96b45fced08cc770337906fe84980e70bb50cc0572418034ca",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-07T12:06:53Z",
    "title_canon_sha256": "83ab82490769139087ea504f6796fa7d63e07a65654cb9e0116f736046e1d478"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04782",
    "kind": "arxiv",
    "version": 1
  }
}